# Wine Lab Analysis Scheduler AI Agent Connect

> Optimize laboratory workflows by scheduling critical wine analyses and identifying instrument bottlenecks.

## Overview
- **Category:** logistics
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_4AK8MkmGD4UVQusDVnM37bw0aRykp7DEURe6AFFR/ai-agent-connect
- **Tags:** wine, laboratory, scheduling, optimization, quality-control

## Description

This MCP server connects AI agents to wine laboratory management systems to optimize the scheduling of chemical and biological analyses. It manages the sample queue by prioritizing time-critical tests like `get_priority_schedule` for YAN (Yeast Assimilable Nitrogen) and VA (Volatile Acidity) to prevent spoilage. The server allows agents to `get_daily_load` to monitor workload, `identify_bottlenecks` to find instrument limitations, and `validate_capacity_feasibility` to ensure laboratory equipment can handle requested analysis volumes.

## Tools

### get_daily_load
Determine the total workload planned for a specific day

### get_priority_schedule
You can optionally filter by a specific sampleId.

Retrieve a ranked list of analyses to be performed based on urgency and queue position

### identify_bottlenecks
Locate the specific laboratory instrument limiting the processing speed

### validate_capacity_feasibility
Check if the current analysis requests can be physically completed with existing equipment

## Prompt Examples

**Prompt:** 
```
What is the total workload planned for tomorrow?
```

**Response:** 
```
The total workload planned for tomorrow is 480 minutes, consisting of 12 scheduled analyses.
```

**Prompt:** 
```
Show me the prioritized list of analyses for sample ID 9876.
```

**Response:** 
```
The prioritized schedule for sample 9876 includes a YAN analysis with a priority score of 95, estimated to start at 08:00 AM.
```

**Prompt:** 
```
Is it feasible to run these 5 pH tests and 2 VA tests today?
```

**Response:** 
```
Yes, the requested analyses are feasible with the current instrument capacity.
```

## Frequently Asked Questions

**How does the tool handle urgent wine spoilage tests?**
The system uses `get_priority_schedule` to ensure that high-priority tests like Volatile Acidity (VA) are moved to the front of the queue to prevent spoilage.

**Can I check if the lab has enough equipment for a batch of samples?**
Yes, you can use `validate_capacity_feasibility` to check if the current instrument capacity can accommodate your specific analysis requests.

**How do I find out which instrument is slowing down the lab?**
You can use the `identify_bottlenecks` tool to find the specific instrument with the highest utilization rate during a given period.